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ExpMechFPCA

This code provides functions to help others recreate some of the work in the paper "Benefits and Pitfalls of the Exponential Mechanism with Applications to Hilbert Spaces and Functional PCA", to appear in ICML 2019.

This work is maintained by Ana Maria Kenney at Penn State, all questions about the code or algorithms should be sent to her (akenney375@gmail.com).

Files

The main codes are:

  • Simulations.R - Script for simulating functional data, applying the exponential mechanism for FPCA, and calculating performance measurements
  • Applications.R - Script for applying the exponential mechanism for FPCA on Berkeley growth and DTI data sets

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